{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features based on Representation learning strategies using Autoencoders\n",
    "\n",
    "Compute Features based on Representation learning strategies using convolutional and recurrent Autoencoders\n",
    "\n",
    "Two types of features are computed\n",
    "\n",
    "1. 256 features extracted from the bottleneck layer of the autoencoders\n",
    "2. 128 features based on the MSE between the decoded and input spectrograms of the autoencoder in different frequency regions\n",
    "\n",
    "\n",
    "Additionally, static (for all utterance) or dynamic (for each 500 ms speech segments) features can be computed:\n",
    "\n",
    "- The static feature vector is formed with 1536 features and contains (384 descriptors) x (4 functionals: mean, std, skewness, kurtosis)\n",
    "\n",
    "- The dynamic feature matrix is formed with the 384 descriptors computed for speech segments with 500ms length and 250ms time-shift\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "from replearning.replearning import RepLearning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "replearningf=RepLearning('CAE')\n",
    "file_audio=\"../audios/001_ddk1_PCGITA.wav\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract features and return them as a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/camilo/anaconda3/lib/python3.6/site-packages/torch/nn/functional.py:1639: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
      "  warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1536,)\n"
     ]
    }
   ],
   "source": [
    "features1=replearningf.extract_features_file(file_audio, static=True, plots=True, fmt=\"npy\")\n",
    "print(features1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract static features and return them as a dataframe "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   mean_bottleneck_0  mean_bottleneck_1  mean_bottleneck_2  mean_bottleneck_3  \\\n",
      "0           -0.51014           0.807109           0.621138          -0.001076   \n",
      "\n",
      "   mean_bottleneck_4  mean_bottleneck_5  mean_bottleneck_6  mean_bottleneck_7  \\\n",
      "0          -0.081697          -2.203802          -0.570493          -2.204587   \n",
      "\n",
      "   mean_bottleneck_8  mean_bottleneck_9  ...  kurtosis_error_118  \\\n",
      "0           0.682683          -1.524909  ...           -0.883424   \n",
      "\n",
      "   kurtosis_error_119  kurtosis_error_120  kurtosis_error_121  \\\n",
      "0           -1.047997           -1.201861           -1.401196   \n",
      "\n",
      "   kurtosis_error_122  kurtosis_error_123  kurtosis_error_124  \\\n",
      "0           -1.565329           -1.406058           -1.411058   \n",
      "\n",
      "   kurtosis_error_125  kurtosis_error_126  kurtosis_error_127  \n",
      "0           -1.312885           -1.089096           -1.296417  \n",
      "\n",
      "[1 rows x 1536 columns]\n"
     ]
    }
   ],
   "source": [
    "features1=replearningf.extract_features_file(file_audio, static=True, plots=False, fmt=\"csv\")\n",
    "print(features1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract dynamic features and return them as a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/camilo/anaconda3/lib/python3.6/site-packages/torch/nn/functional.py:1639: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
      "  warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    bottleneck_0  bottleneck_1  bottleneck_2  bottleneck_3  bottleneck_4  \\\n",
      "0      -0.994415      0.283122      0.835239     -0.178610      0.100906   \n",
      "1      -0.498155      0.771888      0.427916      0.138079     -0.019998   \n",
      "2       0.199696      1.429044      0.469014      0.295332     -0.054008   \n",
      "3      -0.484749      1.050791      0.872225      0.053397     -0.098904   \n",
      "4      -0.057842      0.404780      0.646808     -0.608594     -0.051913   \n",
      "5      -0.425806      0.545309      1.225211     -0.914126     -0.209555   \n",
      "6      -0.222604      0.593376      0.477669      0.251547     -0.458011   \n",
      "7      -0.820728      1.467634      0.185545     -0.329484      0.508964   \n",
      "8      -0.786492      1.374277      0.153589      0.594447      0.578023   \n",
      "9      -0.645606      0.903709     -0.070406      0.667404      0.130730   \n",
      "10     -0.180032      0.622022      0.674746      0.218017     -0.304633   \n",
      "11     -0.715479      0.518146      0.780454      0.358541     -0.293227   \n",
      "12     -0.999609      0.528327      1.396780     -0.559938     -0.890436   \n",
      "\n",
      "    bottleneck_5  bottleneck_6  bottleneck_7  bottleneck_8  bottleneck_9  ...  \\\n",
      "0      -2.649784     -0.010085     -3.112304      0.535576     -1.152212  ...   \n",
      "1      -2.410820     -0.747344     -2.453069      1.483777     -2.031021  ...   \n",
      "2      -1.620953     -0.649188     -2.370717      0.196890     -1.647374  ...   \n",
      "3      -2.143874     -0.772506     -1.909081      1.020433     -2.135408  ...   \n",
      "4      -2.777277     -1.126157     -2.103956      0.461444     -2.227299  ...   \n",
      "5      -2.521559     -0.555299     -2.355935      1.074736     -1.589865  ...   \n",
      "6      -2.358392     -0.400666     -2.892626      0.439073     -1.258908  ...   \n",
      "7      -2.113181     -0.331968     -2.038469      0.791873     -0.889538  ...   \n",
      "8      -1.802044     -0.489634     -2.324348      0.198737     -1.145066  ...   \n",
      "9      -1.769220     -0.612863     -1.799619      0.643536     -1.479762  ...   \n",
      "10     -2.157593     -0.341278     -1.495399      0.797831     -2.083922  ...   \n",
      "11     -2.193187     -0.892555     -1.579891      0.528232     -1.424522  ...   \n",
      "12     -2.131548     -0.486865     -2.224213      0.702740     -0.758928  ...   \n",
      "\n",
      "      error_118    error_119    error_120    error_121    error_122  \\\n",
      "0   1561.695923  1517.799194  1490.184570  1460.045410  1443.898682   \n",
      "1   1552.287964  1519.119019  1509.599121  1480.565918  1458.507690   \n",
      "2   1439.255127  1401.543823  1370.629150  1345.500488  1327.385254   \n",
      "3   1431.527222  1392.487549  1358.157227  1332.158813  1324.955078   \n",
      "4   1526.127563  1496.032959  1485.177734  1461.999756  1445.989380   \n",
      "5   1519.373413  1491.285645  1483.448486  1454.836060  1424.791382   \n",
      "6   1517.289673  1461.031494  1410.103638  1364.282471  1345.865356   \n",
      "7   1559.519653  1515.764648  1485.896606  1455.144165  1438.897339   \n",
      "8   1528.349243  1501.466553  1491.438354  1468.769897  1450.432983   \n",
      "9   1486.117798  1441.245728  1406.057007  1374.876099  1354.851685   \n",
      "10  1525.230591  1484.900513  1449.862793  1416.975464  1401.555786   \n",
      "11  1530.046875  1503.056152  1494.016968  1470.113037  1456.724854   \n",
      "12  1442.166870  1414.715088  1409.977051  1385.196533  1358.110107   \n",
      "\n",
      "      error_123    error_124    error_125    error_126    error_127  \n",
      "0   1422.183105  1431.598877  1405.448242  1338.310425  1146.647705  \n",
      "1   1444.999634  1448.602417  1419.432129  1363.412231  1171.951050  \n",
      "2   1335.019165  1346.019409  1326.760010  1280.944824  1095.151123  \n",
      "3   1323.046143  1339.208008  1319.027222  1263.144775  1085.062500  \n",
      "4   1430.025024  1440.829224  1413.413330  1344.661987  1147.448486  \n",
      "5   1418.675293  1426.210571  1401.379395  1350.806030  1156.049072  \n",
      "6   1348.483154  1365.729614  1351.210571  1292.182251  1101.629883  \n",
      "7   1423.739258  1430.850464  1407.037598  1338.638062  1143.503296  \n",
      "8   1434.890991  1436.445190  1408.754761  1351.562622  1160.745117  \n",
      "9   1356.007080  1371.442993  1349.849731  1302.305054  1120.951660  \n",
      "10  1394.701172  1414.425537  1387.272827  1323.519165  1140.015991  \n",
      "11  1442.279541  1446.226440  1413.718262  1351.147583  1162.084351  \n",
      "12  1365.571533  1369.486450  1349.499878  1297.940796  1099.629761  \n",
      "\n",
      "[13 rows x 384 columns]\n",
      "   bottleneck_0  bottleneck_1  bottleneck_2  bottleneck_3  bottleneck_4  \\\n",
      "0     -0.994415      0.283122      0.835239     -0.178610      0.100906   \n",
      "1     -0.498155      0.771888      0.427916      0.138079     -0.019998   \n",
      "2      0.199696      1.429044      0.469014      0.295332     -0.054008   \n",
      "3     -0.484749      1.050791      0.872225      0.053397     -0.098904   \n",
      "4     -0.057842      0.404780      0.646808     -0.608594     -0.051913   \n",
      "\n",
      "   bottleneck_5  bottleneck_6  bottleneck_7  bottleneck_8  bottleneck_9  ...  \\\n",
      "0     -2.649784     -0.010085     -3.112304      0.535576     -1.152212  ...   \n",
      "1     -2.410820     -0.747344     -2.453069      1.483777     -2.031021  ...   \n",
      "2     -1.620953     -0.649188     -2.370717      0.196890     -1.647374  ...   \n",
      "3     -2.143874     -0.772506     -1.909081      1.020433     -2.135408  ...   \n",
      "4     -2.777277     -1.126157     -2.103956      0.461444     -2.227299  ...   \n",
      "\n",
      "     error_118    error_119    error_120    error_121    error_122  \\\n",
      "0  1561.695923  1517.799194  1490.184570  1460.045410  1443.898682   \n",
      "1  1552.287964  1519.119019  1509.599121  1480.565918  1458.507690   \n",
      "2  1439.255127  1401.543823  1370.629150  1345.500488  1327.385254   \n",
      "3  1431.527222  1392.487549  1358.157227  1332.158813  1324.955078   \n",
      "4  1526.127563  1496.032959  1485.177734  1461.999756  1445.989380   \n",
      "\n",
      "     error_123    error_124    error_125    error_126    error_127  \n",
      "0  1422.183105  1431.598877  1405.448242  1338.310425  1146.647705  \n",
      "1  1444.999634  1448.602417  1419.432129  1363.412231  1171.951050  \n",
      "2  1335.019165  1346.019409  1326.760010  1280.944824  1095.151123  \n",
      "3  1323.046143  1339.208008  1319.027222  1263.144775  1085.062500  \n",
      "4  1430.025024  1440.829224  1413.413330  1344.661987  1147.448486  \n",
      "\n",
      "[5 rows x 384 columns]\n"
     ]
    }
   ],
   "source": [
    "features1=replearningf.extract_features_file(file_audio, static=False, plots=False, fmt=\"csv\")\n",
    "print(features1)\n",
    "print(features1.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract dynamic features and return them as a torch tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/camilo/anaconda3/lib/python3.6/site-packages/torch/nn/functional.py:1639: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n",
      "  warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.float32\n",
      "torch.Size([13, 384])\n"
     ]
    }
   ],
   "source": [
    "features1=replearningf.extract_features_file(file_audio, static=False, plots=False, fmt=\"torch\")\n",
    "print(features1.dtype)\n",
    "print(features1.size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract static features from a path return them as a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing 098_u1_PCGITA.wav: 100%|██████████| 4/4 [00:03<00:00,  1.16it/s]      "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4, 1536)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "path_audio=\"../audios/\"\n",
    "features1=replearningf.extract_features_path(path_audio, static=True, plots=False, fmt=\"npy\")\n",
    "print(features1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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